{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Requirement already satisfied: yacs in /Users/suncheng/miniconda3/lib/python3.8/site-packages (0.1.8)\n",
      "Requirement already satisfied: PyYAML in /Users/suncheng/miniconda3/lib/python3.8/site-packages (from yacs) (5.4.1)\n",
      "Requirement already satisfied: gdown in /Users/suncheng/miniconda3/lib/python3.8/site-packages (3.12.2)\n",
      "Requirement already satisfied: filelock in /Users/suncheng/miniconda3/lib/python3.8/site-packages (from gdown) (3.0.12)\n",
      "Requirement already satisfied: tqdm in /Users/suncheng/miniconda3/lib/python3.8/site-packages (from gdown) (4.46.0)\n",
      "Requirement already satisfied: six in /Users/suncheng/miniconda3/lib/python3.8/site-packages (from gdown) (1.14.0)\n",
      "Requirement already satisfied: requests[socks] in /Users/suncheng/miniconda3/lib/python3.8/site-packages (from gdown) (2.23.0)\n",
      "Requirement already satisfied: chardet<4,>=3.0.2 in /Users/suncheng/miniconda3/lib/python3.8/site-packages (from requests[socks]->gdown) (3.0.4)\n",
      "Requirement already satisfied: idna<3,>=2.5 in /Users/suncheng/miniconda3/lib/python3.8/site-packages (from requests[socks]->gdown) (2.9)\n",
      "Requirement already satisfied: urllib3!=1.25.0,!=1.25.1,<1.26,>=1.21.1 in /Users/suncheng/miniconda3/lib/python3.8/site-packages (from requests[socks]->gdown) (1.25.8)\n",
      "Requirement already satisfied: certifi>=2017.4.17 in /Users/suncheng/miniconda3/lib/python3.8/site-packages (from requests[socks]->gdown) (2020.6.20)\n",
      "Requirement already satisfied: PySocks!=1.5.7,>=1.5.6; extra == \"socks\" in /Users/suncheng/miniconda3/lib/python3.8/site-packages (from requests[socks]->gdown) (1.7.1)\n"
     ]
    }
   ],
   "source": [
    "!pip install yacs\n",
    "!pip install gdown"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "import os, sys, time\n",
    "import argparse\n",
    "import importlib\n",
    "from tqdm.notebook import tqdm\n",
    "from imageio import imread\n",
    "import torch\n",
    "import numpy as np\n",
    "import matplotlib.pyplot as plt"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Download pretrained\n",
    "- We use HoHoNet w/ hardnet encoder in this demo\n",
    "- Download other version [here](https://drive.google.com/drive/folders/1raT3vRXnQXRAQuYq36dE-93xFc_hgkTQ?usp=sharing)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "PRETRAINED_PTH = 'ckpt/mp3d_layout_HOHO_layout_aug_efficienthc_Transen1_resnet34/ep300.pth'\n",
    "\n",
    "if not os.path.exists(PRETRAINED_PTH):\n",
    "    os.makedirs(os.path.split(PRETRAINED_PTH)[0], exist_ok=True)\n",
    "    !gdown 'https://drive.google.com/uc?id=1OU9uyuNiswkPovJuvG3sevm3LqHJgazJ' -O $PRETRAINED_PTH"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Download image\n",
    "- We use a out-of-distribution image from PanoContext"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "if not os.path.exists('assets/pano_asmasuxybohhcj.png'):\n",
    "    !gdown 'https://drive.google.com/uc?id=1CXl6RPK6yPRFXxsa5OisHV9KwyRcejHu' -O 'assets/pano_asmasuxybohhcj.png'\n",
    "\n",
    "rgb = imread('assets/pano_asmasuxybohhcj.png')\n",
    "\n",
    "plt.imshow(rgb)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Load model config\n",
    "- We use HoHoNet w/ hardnet encoder in this demo\n",
    "- Find out other version in `mp3d_depth/` and `s2d3d_depth`"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "from lib.config import config\n",
    "\n",
    "config.defrost()\n",
    "config.merge_from_file('config/mp3d_layout/HOHO_layout_aug_efficienthc_Transen1_resnet34.yaml')\n",
    "config.freeze()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Load model"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "devcie: cpu\n"
     ]
    }
   ],
   "source": [
    "device = 'cuda' if torch.cuda.is_available() else 'cpu'\n",
    "print('devcie:', device)\n",
    "\n",
    "model_file = importlib.import_module(config.model.file)\n",
    "model_class = getattr(model_file, config.model.modelclass)\n",
    "net = model_class(**config.model.kwargs)\n",
    "net.load_state_dict(torch.load(PRETRAINED_PTH, map_location=device))\n",
    "net = net.eval().to(device)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Move image into tensor, normzlie to [0, 255], resize to 512x1024"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [],
   "source": [
    "x = torch.from_numpy(rgb).permute(2,0,1)[None].float() / 255.\n",
    "if x.shape[2:] != (512, 1024):\n",
    "    x = torch.nn.functional.interpolate(x, self.hw, mode='area')\n",
    "x = x.to(device)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Model feedforward"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Eps time: 1.92 sec.\n"
     ]
    }
   ],
   "source": [
    "with torch.no_grad():\n",
    "    ts = time.time()\n",
    "    layout = net.infer(x)\n",
    "    if torch.cuda.is_available():\n",
    "        torch.cuda.synchronize()\n",
    "    print(f'Eps time: {time.time() - ts:.2f} sec.')\n",
    "\n",
    "cor_id = layout['cor_id']\n",
    "y_bon_ = layout['y_bon_']\n",
    "y_cor_ = layout['y_cor_']"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Visualize result in 2d"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [],
   "source": [
    "from eval_layout import layout_2_depth"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x432 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(12,6))\n",
    "\n",
    "plt.subplot(121)\n",
    "plt.imshow(np.concatenate([\n",
    "    (y_cor_ * 255).reshape(1,-1,1).repeat(30, 0).repeat(3, 2).astype(np.uint8),\n",
    "    rgb[30:]\n",
    "], 0))\n",
    "plt.plot(np.arange(y_bon_.shape[1]), y_bon_[0], 'r-')\n",
    "plt.plot(np.arange(y_bon_.shape[1]), y_bon_[1], 'r-')\n",
    "plt.scatter(cor_id[:, 0], cor_id[:, 1], marker='x', c='b')\n",
    "plt.axis('off')\n",
    "plt.title('y_bon_ (red) / y_cor_ (up-most bar) / cor_id (blue x)')\n",
    "\n",
    "plt.subplot(122)\n",
    "plt.imshow(layout_2_depth(cor_id, *rgb.shape[:2]), cmap='inferno_r')\n",
    "plt.axis('off')\n",
    "plt.title('rendered depth from the estimated layout (cor_id)')\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Visualize result as 3d mesh"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "!pip install open3d\n",
    "!pip install plotly"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "import open3d as o3d\n",
    "import plotly.graph_objects as go\n",
    "from scipy.signal import correlate2d\n",
    "from scipy.ndimage import shift\n",
    "from skimage.transform import resize\n",
    "\n",
    "from lib.misc.post_proc import np_coor2xy, np_coorx2u, np_coory2v"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "H, W = 256, 512\n",
    "ignore_floor = False\n",
    "ignore_ceiling = True\n",
    "ignore_wall = False"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Convert corners to layout\n",
    "depth, floor_mask, ceil_mask, wall_mask = [\n",
    "    resize(v, [H, W], order=0, preserve_range=True).astype(v.dtype)\n",
    "    for v in layout_2_depth(cor_id, *rgb.shape[:2], return_mask=True)]\n",
    "coorx, coory = np.meshgrid(np.arange(W), np.arange(H))\n",
    "us = np_coorx2u(coorx, W)\n",
    "vs = np_coory2v(coory, H)\n",
    "zs = depth * np.sin(vs)\n",
    "cs = depth * np.cos(vs)\n",
    "xs = cs * np.sin(us)\n",
    "ys = -cs * np.cos(us)\n",
    "\n",
    "# Aggregate mask\n",
    "mask = np.ones_like(floor_mask)\n",
    "if ignore_floor:\n",
    "    mask &= ~floor_mask\n",
    "if ignore_ceiling:\n",
    "    mask &= ~ceil_mask\n",
    "if ignore_wall:\n",
    "    mask &= ~wall_mask\n",
    "\n",
    "# Prepare ply's points and faces\n",
    "xyzrgb = np.concatenate([\n",
    "    xs[...,None], ys[...,None], zs[...,None],\n",
    "    resize(rgb, [H, W])], -1)\n",
    "xyzrgb = np.concatenate([xyzrgb, xyzrgb[:,[0]]], 1)\n",
    "mask = np.concatenate([mask, mask[:,[0]]], 1)\n",
    "lo_tri_template = np.array([\n",
    "    [0, 0, 0],\n",
    "    [0, 1, 0],\n",
    "    [0, 1, 1]])\n",
    "up_tri_template = np.array([\n",
    "    [0, 0, 0],\n",
    "    [0, 1, 1],\n",
    "    [0, 0, 1]])\n",
    "ma_tri_template = np.array([\n",
    "    [0, 0, 0],\n",
    "    [0, 1, 1],\n",
    "    [0, 1, 0]])\n",
    "lo_mask = (correlate2d(mask, lo_tri_template, mode='same') == 3)\n",
    "up_mask = (correlate2d(mask, up_tri_template, mode='same') == 3)\n",
    "ma_mask = (correlate2d(mask, ma_tri_template, mode='same') == 3) & (~lo_mask) & (~up_mask)\n",
    "ref_mask = (\n",
    "    lo_mask | (correlate2d(lo_mask, np.flip(lo_tri_template, (0,1)), mode='same') > 0) |\\\n",
    "    up_mask | (correlate2d(up_mask, np.flip(up_tri_template, (0,1)), mode='same') > 0) |\\\n",
    "    ma_mask | (correlate2d(ma_mask, np.flip(ma_tri_template, (0,1)), mode='same') > 0)\n",
    ")\n",
    "points = xyzrgb[ref_mask]\n",
    "\n",
    "ref_id = np.full(ref_mask.shape, -1, np.int32)\n",
    "ref_id[ref_mask] = np.arange(ref_mask.sum())\n",
    "faces_lo_tri = np.stack([\n",
    "    ref_id[lo_mask],\n",
    "    ref_id[shift(lo_mask, [1, 0], cval=False, order=0)],\n",
    "    ref_id[shift(lo_mask, [1, 1], cval=False, order=0)],\n",
    "], 1)\n",
    "faces_up_tri = np.stack([\n",
    "    ref_id[up_mask],\n",
    "    ref_id[shift(up_mask, [1, 1], cval=False, order=0)],\n",
    "    ref_id[shift(up_mask, [0, 1], cval=False, order=0)],\n",
    "], 1)\n",
    "faces_ma_tri = np.stack([\n",
    "    ref_id[ma_mask],\n",
    "    ref_id[shift(ma_mask, [1, 0], cval=False, order=0)],\n",
    "    ref_id[shift(ma_mask, [0, 1], cval=False, order=0)],\n",
    "], 1)\n",
    "faces = np.concatenate([faces_lo_tri, faces_up_tri, faces_ma_tri])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "fig = go.Figure(\n",
    "    data=[\n",
    "        go.Mesh3d(\n",
    "            x=points[:,0],\n",
    "            y=points[:,1],\n",
    "            z=points[:,2],\n",
    "            i=faces[:,0],\n",
    "            j=faces[:,1],\n",
    "            k=faces[:,2],\n",
    "            facecolor=points[:,3:][faces[:,0]])\n",
    "    ],\n",
    "    layout=dict(\n",
    "        scene=dict(\n",
    "            xaxis=dict(visible=False),\n",
    "            yaxis=dict(visible=False),\n",
    "            zaxis=dict(visible=False)\n",
    "        )\n",
    "    )\n",
    ")\n",
    "fig.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
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